RRepoGEO

REPOGEO REPORT · LITE

ghuntley/how-to-build-a-coding-agent

Default branch trunk · commit 699fbec6 · scanned 5/8/2026, 1:57:39 PM

GitHub: 5,544 stars · 632 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ghuntley/how-to-build-a-coding-agent, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify README's opening sentence to emphasize "practical workshop"

    Why:

    CURRENT
    Welcome! 👋 This workshop will guide you through building your own **AI-powered coding assistant** — starting from a basic chatbot, and adding powerful tools like file reading, shell command execution, and code searching.
    COPY-PASTE FIX
    This repository provides a practical, step-by-step workshop designed for developers to build their own **AI-powered coding assistant** from scratch, integrating powerful tools like file reading, shell command execution, and code searching.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Expand repository topics to include relevant keywords

    Why:

    CURRENT
    agent, ai, cursor, tutorial, workshop
    COPY-PASTE FIX
    agent, ai, cursor, tutorial, workshop, coding-assistant, llm-agent, tool-use, anthropic-claude, go-lang

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface ghuntley/how-to-build-a-coding-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 2×
  2. OpenAI API · recommended 1×
  3. huggingface/transformers · recommended 1×
  4. VS Code API · recommended 1×
  5. Language Server Protocol (LSP) · recommended 1×
  • CATEGORY QUERY
    How can I build my own AI-powered coding assistant for developer workflows?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain (langchain-ai/langchain)
    3. Hugging Face Transformers (huggingface/transformers)
    4. VS Code API
    5. Language Server Protocol (LSP)
    6. Faiss (facebookresearch/faiss)
    7. Pinecone
    8. Weaviate (weaviate/weaviate)
    9. Docker

    AI recommended 9 alternatives but never named ghuntley/how-to-build-a-coding-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a workshop to create an intelligent agent that interacts with code and shell.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. ChatGPT API
    3. freeCodeCamp (freeCodeCamp/freeCodeCamp)
    4. OpenAI Function Calling
    5. OpenAI Assistants API
    6. Full Stack Deep Learning

    AI recommended 6 alternatives but never named ghuntley/how-to-build-a-coding-agent. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of ghuntley/how-to-build-a-coding-agent?
    pass
    AI did not name ghuntley/how-to-build-a-coding-agent — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts ghuntley/how-to-build-a-coding-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ghuntley/how-to-build-a-coding-agent explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo ghuntley/how-to-build-a-coding-agent solve, and who is the primary audience?
    pass
    AI did not name ghuntley/how-to-build-a-coding-agent — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite